import copy
from collections import OrderedDict
from typing import Dict, Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging
from ..auto import CONFIG_MAPPING


_SCREAMING_SNAKE_CASE 		=      logging.get_logger(__name__)

_SCREAMING_SNAKE_CASE 		=      {
    """facebook/detr-resnet-50""": """https://huggingface.co/facebook/detr-resnet-50/resolve/main/config.json""",
    # See all DETR models at https://huggingface.co/models?filter=detr
}
class SCREAMING_SNAKE_CASE_		(      __lowerCAmelCase		):
   __lowerCAmelCase           =				"""detr"""
   __lowerCAmelCase           =				["""past_key_values"""]
   __lowerCAmelCase           =				{
       """hidden_size""": """d_model""",
       """num_attention_heads""": """encoder_attention_heads""",
   }







   def __init__(     self						:						List[Any]   ,   lowerCamelCase_						:						Any=True   ,   lowerCamelCase_						:						Union[str, Any]=None   ,   lowerCamelCase_						:						Union[str, Any]=3   ,   lowerCamelCase_						:						List[str]=100   ,   lowerCamelCase_						:						int=6   ,   lowerCamelCase_						:						List[Any]=2048   ,   lowerCamelCase_						:						Optional[Any]=8   ,   lowerCamelCase_						:						Any=6   ,   lowerCamelCase_						:						Union[str, Any]=2048   ,   lowerCamelCase_						:						Dict=8   ,   lowerCamelCase_						:						Optional[int]=0.0   ,   lowerCamelCase_						:						str=0.0   ,   lowerCamelCase_						:						List[Any]=True   ,   lowerCamelCase_						:						List[str]="relu"   ,   lowerCamelCase_						:						int=256   ,   lowerCamelCase_						:						Any=0.1   ,   lowerCamelCase_						:						Optional[Any]=0.0   ,   lowerCamelCase_						:						Optional[int]=0.0   ,   lowerCamelCase_						:						Any=0.0_2   ,   lowerCamelCase_						:						str=1.0   ,   lowerCamelCase_						:						Optional[int]=False   ,   lowerCamelCase_						:						Optional[int]="sine"   ,   lowerCamelCase_						:						int="resnet50"   ,   lowerCamelCase_						:						List[str]=True   ,   lowerCamelCase_						:						List[Any]=False   ,   lowerCamelCase_						:						Dict=1   ,   lowerCamelCase_						:						Tuple=5   ,   lowerCamelCase_						:						List[Any]=2   ,   lowerCamelCase_						:						Optional[Any]=1   ,   lowerCamelCase_						:						int=1   ,   lowerCamelCase_						:						List[Any]=5   ,   lowerCamelCase_						:						Dict=2   ,   lowerCamelCase_						:						Tuple=0.1   ,   **lowerCamelCase_						:						Dict   ,   ):





    """simple docstring"""


    if backbone_config is not None and use_timm_backbone:
     raise ValueError("""You can't specify both `backbone_config` and `use_timm_backbone`."""				)

    if not use_timm_backbone:
     if backbone_config is None:
      logger.info("""`backbone_config` is `None`. Initializing the config with the default `ResNet` backbone."""				)
      UpperCamelCase			  =      CONFIG_MAPPING["""resnet"""](out_features=["""stage4"""]				)
     elif isinstance(lowerCamelCase_   ,   lowerCamelCase_				):
      UpperCamelCase			  =      backbone_config.get("""model_type"""				)
      UpperCamelCase			  =      CONFIG_MAPPING[backbone_model_type]
      UpperCamelCase			  =      config_class.from_dict(lowerCamelCase_				)
     # set timm attributes to None
     UpperCamelCase  ,     UpperCamelCase  ,     UpperCamelCase			  =      None, None, None

    UpperCamelCase			  =      use_timm_backbone
    UpperCamelCase			  =      backbone_config
    UpperCamelCase			  =      num_channels
    UpperCamelCase			  =      num_queries
    UpperCamelCase			  =      d_model
    UpperCamelCase			  =      encoder_ffn_dim
    UpperCamelCase			  =      encoder_layers
    UpperCamelCase			  =      encoder_attention_heads
    UpperCamelCase			  =      decoder_ffn_dim
    UpperCamelCase			  =      decoder_layers
    UpperCamelCase			  =      decoder_attention_heads
    UpperCamelCase			  =      dropout
    UpperCamelCase			  =      attention_dropout
    UpperCamelCase			  =      activation_dropout
    UpperCamelCase			  =      activation_function
    UpperCamelCase			  =      init_std
    UpperCamelCase			  =      init_xavier_std
    UpperCamelCase			  =      encoder_layerdrop
    UpperCamelCase			  =      decoder_layerdrop
    UpperCamelCase			  =      encoder_layers
    UpperCamelCase			  =      auxiliary_loss
    UpperCamelCase			  =      position_embedding_type
    UpperCamelCase			  =      backbone
    UpperCamelCase			  =      use_pretrained_backbone
    UpperCamelCase			  =      dilation
    # Hungarian matcher
    UpperCamelCase			  =      class_cost
    UpperCamelCase			  =      bbox_cost
    UpperCamelCase			  =      giou_cost
    # Loss coefficients
    UpperCamelCase			  =      mask_loss_coefficient
    UpperCamelCase			  =      dice_loss_coefficient
    UpperCamelCase			  =      bbox_loss_coefficient
    UpperCamelCase			  =      giou_loss_coefficient
    UpperCamelCase			  =      eos_coefficient
    super().__init__(is_encoder_decoder=lowerCamelCase_   ,   **lowerCamelCase_				)







   @property
   def 						lowerCamelCase_	(     self						:						int				):





    """simple docstring"""


    return self.encoder_attention_heads







   @property
   def 						lowerCamelCase_	(     self						:						str				):





    """simple docstring"""


    return self.d_model







   @classmethod
   def 						lowerCamelCase_	(     cls						:						List[Any]   ,   lowerCamelCase_						:						PretrainedConfig   ,   **lowerCamelCase_						:						List[str]				):





    """simple docstring"""


    return cls(backbone_config=lowerCamelCase_   ,   **lowerCamelCase_				)







   def 						lowerCamelCase_	(     self						:						List[Any]				):





    """simple docstring"""


    UpperCamelCase			  =      copy.deepcopy(self.__dict__				)
    if output["backbone_config"] is not None:
     UpperCamelCase			  =      self.backbone_config.to_dict()
    UpperCamelCase			  =      self.__class__.model_type
    return output





class SCREAMING_SNAKE_CASE_		(      __lowerCAmelCase		):
   __lowerCAmelCase           =				version.parse("""1.11"""		)







   @property
   def 						lowerCamelCase_	(     self						:						Dict				):





    """simple docstring"""


    return OrderedDict(
        [
            ("""pixel_values""", {0: """batch""", 1: """num_channels""", 2: """height""", 3: """width"""}),
            ("""pixel_mask""", {0: """batch"""}),
        ]				)







   @property
   def 						lowerCamelCase_	(     self						:						str				):





    """simple docstring"""


    return 1E-5







   @property
   def 						lowerCamelCase_	(     self						:						List[str]				):





    """simple docstring"""


    return 12

_SCREAMING_SNAKE_CASE 		=      [
    9_9_9,
    8_0_0,
    7_9_9,
    6_0_0,
    5_9_9,
    5_0_0,
    4_0_0,
    3_9_9,
    3_7_7,
    3_5_5,
    3_3_3,
    3_1_1,
    2_8_8,
    2_6_6,
    2_4_4,
    2_2_2,
    2_0_0,
    1_9_9,
    1_7_7,
    1_5_5,
    1_3_3,
    1_1_1,
    8_8,
    6_6,
    4_4,
    2_2,
    0,
]

_SCREAMING_SNAKE_CASE 		=      [
    9_9_9,
    9_7_6,
    9_5_2,
    9_2_8,
    9_0_5,
    8_8_2,
    8_5_8,
    8_5_7,
    8_1_0,
    7_6_2,
    7_1_5,
    7_1_4,
    5_7_2,
    4_2_9,
    4_2_8,
    2_8_6,
    2_8_5,
    2_3_8,
    1_9_0,
    1_4_3,
    1_4_2,
    1_1_8,
    9_5,
    7_1,
    4_7,
    2_4,
    0,
]

_SCREAMING_SNAKE_CASE 		=      [
    9_9_9,
    9_8_8,
    9_7_7,
    9_6_6,
    9_5_5,
    9_4_4,
    9_3_3,
    9_2_2,
    9_1_1,
    9_0_0,
    8_9_9,
    8_7_9,
    8_5_9,
    8_4_0,
    8_2_0,
    8_0_0,
    7_9_9,
    7_6_6,
    7_3_3,
    7_0_0,
    6_9_9,
    6_5_0,
    6_0_0,
    5_9_9,
    5_0_0,
    4_9_9,
    4_0_0,
    3_9_9,
    3_5_0,
    3_0_0,
    2_9_9,
    2_6_6,
    2_3_3,
    2_0_0,
    1_9_9,
    1_7_9,
    1_5_9,
    1_4_0,
    1_2_0,
    1_0_0,
    9_9,
    8_8,
    7_7,
    6_6,
    5_5,
    4_4,
    3_3,
    2_2,
    1_1,
    0,
]

_SCREAMING_SNAKE_CASE 		=      [
    9_9_9,
    9_9_5,
    9_9_2,
    9_8_9,
    9_8_5,
    9_8_1,
    9_7_8,
    9_7_5,
    9_7_1,
    9_6_7,
    9_6_4,
    9_6_1,
    9_5_7,
    9_5_6,
    9_5_1,
    9_4_7,
    9_4_2,
    9_3_7,
    9_3_3,
    9_2_8,
    9_2_3,
    9_1_9,
    9_1_4,
    9_1_3,
    9_0_8,
    9_0_3,
    8_9_7,
    8_9_2,
    8_8_7,
    8_8_1,
    8_7_6,
    8_7_1,
    8_7_0,
    8_6_4,
    8_5_8,
    8_5_2,
    8_4_6,
    8_4_0,
    8_3_4,
    8_2_8,
    8_2_7,
    8_2_0,
    8_1_3,
    8_0_6,
    7_9_9,
    7_9_2,
    7_8_5,
    7_8_4,
    7_7_7,
    7_7_0,
    7_6_3,
    7_5_6,
    7_4_9,
    7_4_2,
    7_4_1,
    7_3_3,
    7_2_4,
    7_1_6,
    7_0_7,
    6_9_9,
    6_9_8,
    6_8_8,
    6_7_7,
    6_6_6,
    6_5_6,
    6_5_5,
    6_4_5,
    6_3_4,
    6_2_3,
    6_1_3,
    6_1_2,
    5_9_8,
    5_8_4,
    5_7_0,
    5_6_9,
    5_5_5,
    5_4_1,
    5_2_7,
    5_2_6,
    5_0_5,
    4_8_4,
    4_8_3,
    4_6_2,
    4_4_0,
    4_3_9,
    3_9_6,
    3_9_5,
    3_5_2,
    3_5_1,
    3_0_8,
    3_0_7,
    2_6_4,
    2_6_3,
    2_2_0,
    2_1_9,
    1_7_6,
    1_3_2,
    8_8,
    4_4,
    0,
]

_SCREAMING_SNAKE_CASE 		=      [
    9_9_9,
    9_9_7,
    9_9_5,
    9_9_2,
    9_9_0,
    9_8_8,
    9_8_6,
    9_8_4,
    9_8_1,
    9_7_9,
    9_7_7,
    9_7_5,
    9_7_2,
    9_7_0,
    9_6_8,
    9_6_6,
    9_6_4,
    9_6_1,
    9_5_9,
    9_5_7,
    9_5_6,
    9_5_4,
    9_5_1,
    9_4_9,
    9_4_6,
    9_4_4,
    9_4_1,
    9_3_9,
    9_3_6,
    9_3_4,
    9_3_1,
    9_2_9,
    9_2_6,
    9_2_4,
    9_2_1,
    9_1_9,
    9_1_6,
    9_1_4,
    9_1_3,
    9_1_0,
    9_0_7,
    9_0_5,
    9_0_2,
    8_9_9,
    8_9_6,
    8_9_3,
    8_9_1,
    8_8_8,
    8_8_5,
    8_8_2,
    8_7_9,
    8_7_7,
    8_7_4,
    8_7_1,
    8_7_0,
    8_6_7,
    8_6_4,
    8_6_1,
    8_5_8,
    8_5_5,
    8_5_2,
    8_4_9,
    8_4_6,
    8_4_3,
    8_4_0,
    8_3_7,
    8_3_4,
    8_3_1,
    8_2_8,
    8_2_7,
    8_2_4,
    8_2_1,
    8_1_7,
    8_1_4,
    8_1_1,
    8_0_8,
    8_0_4,
    8_0_1,
    7_9_8,
    7_9_5,
    7_9_1,
    7_8_8,
    7_8_5,
    7_8_4,
    7_8_0,
    7_7_7,
    7_7_4,
    7_7_0,
    7_6_6,
    7_6_3,
    7_6_0,
    7_5_6,
    7_5_2,
    7_4_9,
    7_4_6,
    7_4_2,
    7_4_1,
    7_3_7,
    7_3_3,
    7_3_0,
    7_2_6,
    7_2_2,
    7_1_8,
    7_1_4,
    7_1_0,
    7_0_7,
    7_0_3,
    6_9_9,
    6_9_8,
    6_9_4,
    6_9_0,
    6_8_5,
    6_8_1,
    6_7_7,
    6_7_3,
    6_6_9,
    6_6_4,
    6_6_0,
    6_5_6,
    6_5_5,
    6_5_0,
    6_4_6,
    6_4_1,
    6_3_6,
    6_3_2,
    6_2_7,
    6_2_2,
    6_1_8,
    6_1_3,
    6_1_2,
    6_0_7,
    6_0_2,
    5_9_6,
    5_9_1,
    5_8_6,
    5_8_0,
    5_7_5,
    5_7_0,
    5_6_9,
    5_6_3,
    5_5_7,
    5_5_1,
    5_4_5,
    5_3_9,
    5_3_3,
    5_2_7,
    5_2_6,
    5_1_9,
    5_1_2,
    5_0_5,
    4_9_8,
    4_9_1,
    4_8_4,
    4_8_3,
    4_7_4,
    4_6_6,
    4_5_7,
    4_4_9,
    4_4_0,
    4_3_9,
    4_2_8,
    4_1_8,
    4_0_7,
    3_9_6,
    3_9_5,
    3_8_1,
    3_6_6,
    3_5_2,
    3_5_1,
    3_3_0,
    3_0_8,
    3_0_7,
    2_8_6,
    2_6_4,
    2_6_3,
    2_4_2,
    2_2_0,
    2_1_9,
    1_7_6,
    1_7_5,
    1_3_2,
    1_3_1,
    8_8,
    4_4,
    0,
]

_SCREAMING_SNAKE_CASE 		=      [
    9_9_9,
    9_9_1,
    9_8_2,
    9_7_4,
    9_6_6,
    9_5_8,
    9_5_0,
    9_4_1,
    9_3_3,
    9_2_5,
    9_1_6,
    9_0_8,
    9_0_0,
    8_9_9,
    8_7_4,
    8_5_0,
    8_2_5,
    8_0_0,
    7_9_9,
    7_0_0,
    6_0_0,
    5_0_0,
    4_0_0,
    3_0_0,
    2_0_0,
    1_0_0,
    0,
]

_SCREAMING_SNAKE_CASE 		=      [
    9_9_9,
    9_9_2,
    9_8_5,
    9_7_8,
    9_7_1,
    9_6_4,
    9_5_7,
    9_4_9,
    9_4_2,
    9_3_5,
    9_2_8,
    9_2_1,
    9_1_4,
    9_0_7,
    9_0_0,
    8_9_9,
    8_7_9,
    8_5_9,
    8_4_0,
    8_2_0,
    8_0_0,
    7_9_9,
    7_6_6,
    7_3_3,
    7_0_0,
    6_9_9,
    6_5_0,
    6_0_0,
    5_9_9,
    5_0_0,
    4_9_9,
    4_0_0,
    3_9_9,
    3_0_0,
    2_9_9,
    2_0_0,
    1_9_9,
    1_0_0,
    9_9,
    0,
]

_SCREAMING_SNAKE_CASE 		=      [
    9_9_9,
    9_9_6,
    9_9_2,
    9_8_9,
    9_8_5,
    9_8_2,
    9_7_9,
    9_7_5,
    9_7_2,
    9_6_8,
    9_6_5,
    9_6_1,
    9_5_8,
    9_5_5,
    9_5_1,
    9_4_8,
    9_4_4,
    9_4_1,
    9_3_8,
    9_3_4,
    9_3_1,
    9_2_7,
    9_2_4,
    9_2_0,
    9_1_7,
    9_1_4,
    9_1_0,
    9_0_7,
    9_0_3,
    9_0_0,
    8_9_9,
    8_9_1,
    8_8_4,
    8_7_6,
    8_6_9,
    8_6_1,
    8_5_3,
    8_4_6,
    8_3_8,
    8_3_0,
    8_2_3,
    8_1_5,
    8_0_8,
    8_0_0,
    7_9_9,
    7_8_8,
    7_7_7,
    7_6_6,
    7_5_5,
    7_4_4,
    7_3_3,
    7_2_2,
    7_1_1,
    7_0_0,
    6_9_9,
    6_8_8,
    6_7_7,
    6_6_6,
    6_5_5,
    6_4_4,
    6_3_3,
    6_2_2,
    6_1_1,
    6_0_0,
    5_9_9,
    5_8_5,
    5_7_1,
    5_5_7,
    5_4_2,
    5_2_8,
    5_1_4,
    5_0_0,
    4_9_9,
    4_8_5,
    4_7_1,
    4_5_7,
    4_4_2,
    4_2_8,
    4_1_4,
    4_0_0,
    3_9_9,
    3_7_9,
    3_5_9,
    3_4_0,
    3_2_0,
    3_0_0,
    2_9_9,
    2_7_9,
    2_5_9,
    2_4_0,
    2_2_0,
    2_0_0,
    1_9_9,
    1_6_6,
    1_3_3,
    1_0_0,
    9_9,
    6_6,
    3_3,
    0,
]
